{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sinplot(flip=1):\n",
    "    x = np.linspace(0, 14, 1000)\n",
    "    for i in range(1, 7):\n",
    "        plt.plot(x, np.sin(x+i*5)*(7-i)*flip)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zKfvxJzLvm422SL7KdbWNWs7lVNA/qAvMMEkbwSWs2UqOhjAwqP3x7Fq9lsXn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mBOvZGR/TyIzSw2fD67z0BwCYDT7VPlrKiu43h6EaP6db670JODnqSouojl8cuv/oNOp2z+B90M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\nY9fQ0NAwMzTHrqGhoWFm/H8pOagjnRdcTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x136aa310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()# 使用matplotlib绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GffFjiu+qtidt5nR3Ke+1fMATmQ9e/feRM6exvvIn3DYbflnZhN6/C1NWFtrQ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VkUUfn4ELpyFaErV6MJdo0xy77maJXUdBFpZ9hjIgg6X9TxuUMhm8KH7V5JlQ3H473Ek/c6Iy8I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\nCgoKClMYxcgrKCgoTGEUI6+goKAwhfn//qfnEKOqJ48AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x122dbb30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set()# 使用seaborn默认参数绘图\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x136fbc50>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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z823btmnJkiWmagFUUlKikpISv8sAso7rmfnq1av18ccfKxKJuO48J97hyRa4gd4TkqTB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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x136aa3f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')# 设置风格\n",
    "data = np.random.normal(size=(20, 6))+np.arange(6)/2\n",
    "sns.boxplot(data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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HsTK3Brco+ZVLZnH+W4SoQri6nVP5CRyZ8wnZ9R+0hatkP52HqENYkLaQ146+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\n3yAlk5fF01iu59xe18TmrkcQBDSjx7PoiZeY+71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yW1UtRVVah05I4XZ2/vk1R5PYU68w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g3fq9O/xxo5oN6zQmdYd3YtALPbP1jt94IgoOo/EFX/gYgOB46CfByFBYCALDwcWUgrjwlrv+hA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\nVecGQtIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x136aa2f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('dark')\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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rkERNrZhwETqu1S6WiwwIdqHqwmbUWtLK09iRvoP7Ot+HvXkLbhr3zmJ8c/wW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\nM5eRkZFpBPx/ul6/2iL4utMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x136d54d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('white')\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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djsKvviLr6Wcw83AncN06vN57r1lFDqD29sbjlZcJ2rwJq65dyX3jDXLf+DeC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Ha8uMKUmJTrKWxN3kqYTxiuFrVnUSmUSoxatMAsIACzLl0wcnHW6gy5V1vRIUZrO26uUIDfKLj0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\nTDNAduYyMjIyzQDZmcvIyMg0A/4//zoN2L5nxtgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11378d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('ticks')\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SqetscPRlRLi4fnfFFUg/l2cEdBgLRxYZ7I6rqK9ge9p2Fp5eyOfHP2dpzFKO5hylQS+H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\nuYyMjEwL4P8DJziKUTpWH0wAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x136c8cf0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sinplot()\n",
    "sns.despine()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PWE/vI3rPYkxleVpHE2HGXLwPx/7PSW2cxIzp0+jatavWkcKCFHUIcTgc/PWv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11823b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(data)\n",
    "sns.despine(offset=10)# 图离轴线的距离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pu7vblfGBfzQ0NKTBwUFHy85PQObfo06EQiEFg8GcsmFpKpqSB5YankeAQqDkAYOCwaDV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\n/wG47EPSeqb9xgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10be410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style('whitegrid')\n",
    "sns.boxplot(data=data, palette='deep')\n",
    "sns.despine(left=True)# 隐藏左边的轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gYazHeA5VHmBL0Q9M8Jh4QcpkbxAEAVlwCMoZszCfTMKw+nusVZXI4kbTWGWi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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11f2cb0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('darkgrid'):\n",
    "    plt.subplot(211)\n",
    "    sinplot()\n",
    "plt.subplot(212)\n",
    "sinplot(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7OIzXHBHsMDoWVEPvLZIo8eCKu/m4/QR1gw0+l3c1oRvkAKO6ZdqtF8jxY8U1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7xJZkEl2aXVpOWWodHqEJNzQaOh81I9TbVOnvhaNWIQLj1J8jLc3UxPSw3dTRcBgbxVm9iw+ysY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\n6XMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x127aa30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context('paper')\n",
    "plt.figure(figsize=(8, 6))\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ni7s1Eh9FcAli99grGBIVDS4CQQ1Jim0JTT3ox19lKMjZLnBLB8hNjyclwXDz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\nfoKtVaihzOFokJOQzcyMaRz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0t4WbEi21eF0T8BJssT65OODqpu3VPwBGw6zEeef3pp+f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\nA32Z0PZIGdeYAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12b1c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context('talk')\n",
    "plt.figure(figsize=(8, 6))\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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16EQdOzPvBqDfaeWL2mM+nSfLMpLNhstsnnYnukejEwTITp6+Z0SWnDgqzwOg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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x16c7a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context('notebook', font_scale=1.5, rc={'lines.linewidth':2.5})# 字体大小、线条宽度\n",
    "sinplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(rc={'figure.figsize': (6, 6)})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAABQCAYAAADiBIpwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15d6210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "current_palette = sns.color_palette()# 默认配色\n",
    "sns.palplot(current_palette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdgAAABQCAYAAAC6TWSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15e8cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('hls', 8))# hls颜色空间，圆形画板，数字代表分的份数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1049030>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAFuCAYAAABk0GgeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfe9850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = np.random.normal(size=(20, 8)) + np.arange(8)/2\n",
    "sns.boxplot(data=data, palette=sns.color_palette('hls', 8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkgAAABQCAYAAADiBIpwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x15d6130>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('Paired', 10))# 用于比较的颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12b1830>]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Px66Mm5pR4/v8H/DN/e+gZtVcvbuNF1YFRKCXQwCP3Vm2VgX+tWvXsG7dOuTk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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12ab350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot([0, 1], [0, 1], sns.xkcd_rgb['pale red'], lw=3)\n",
    "plt.plot([0, 1], [0, 2], sns.xkcd_rgb['medium green'], lw=3)\n",
    "plt.plot([0, 1], [0, 3], sns.xkcd_rgb['denim blue'], lw=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAATEAAABQCAYAAABxukIjAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEE3EgGgiBkQTMSDaPTHsL6M0t7wSAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12c7130>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = ['windows blue', 'amber', 'greyish', 'faded green', 'dusty purple']\n",
    "sns.palplot(sns.xkcd_palette(colors))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAABQCAYAAADbeYSfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nzA3a6B0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12f6cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('Blues'))# 渐变色，由浅到深"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAABQCAYAAADbeYSfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWCd2TjQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1112350>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('BuGn_r'))# 渐变色，由深到浅，加后缀_r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdgAAABQCAYAAAC6TWSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFgACBBYAAgQWAAIEFgAC/gJrQD5W+dCPCAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12011d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette('cubehelix', 8))# 色调线性变换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdgAAABQCAYAAAC6TWSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAQILAAECCwABAgsAAT8A8qLPtCF4VmKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1288370>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.cubehelix_palette(8, start=.5, rot=-.75))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdgAAABQCAYAAAC6TWSYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQGABIEBgASBAYAEgQGABIOAvWdg+1xPyAg4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11dd810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.cubehelix_palette(8, start=.75, rot=-.150))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAABQCAYAAADbeYSfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1136770>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.light_palette('green'))# 由浅到深"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAABQCAYAAADbeYSfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nj5p64L8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119a5f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.dark_palette('purple'))# 由深到浅"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWkAAABQCAYAAADbeYSfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a0c30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.light_palette('navy', reverse=True))# 由浅到深翻转-由深到浅"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python\\lib\\site-packages\\ipykernel_launcher.py:1: RuntimeWarning: covariance is not positive-semidefinite.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1137830>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lxrFo+5/s89qFpXFJpg/+hSbVHbOs8QNJkvC+dZ71x1cR+PAaOho6tK3THuc6\nHahZrna+ZrAmpSZx/oYXx64ewue2NxmyDJrYOzGg1WDqVWyQ63r3H67Zr9q7nBsh1zHRN6V/h8F0\nbdYtT5eDklOS2XVsOxv3rCM+MY72zToxpt94uf839PH9JCexwWMN2/duQU1VneEDR+PaqUehTGCT\n1+LFf7Jr1w7Gj/8x25uxRf08BhHychMhX7ju3Qtm4MDeuLn1Zdy4iXlu/8/6Tp07zk9zJjO03wiG\nDRiVp/1ERUfyw5xRBD+8zag+4xjQdYjcsyAv3/Dh5zXTiIyOoF/7gYxwHfvJiJmsjuHtpzf5fcds\nbjy+jrmhBQNbDcGlcXc05bikI693cVF4XtiO57mtRMVFUcmqCiM7jqGZQ8tPwj67cfxX7/ixet9y\nAu8FoK2hjWvzHvRq0w8zI/n/dxSfEMfGvWvZfmgrSopK9OkygAEuQ/K8Nk5s/Bumz57B1UA/ypet\nyNQfZhTaUhS5kclkTJ/+Iz4+F1i6dDW1an1+c7mon8cgQl5uIuQLjyRJjBgxmNDQZ+zdexjNfCxN\n+6G+6Jh3dBvYCUvzkmxY5pGnnt6T548ZM2sY72Ki+P3HhTjVay5Xu6SURP7aNp/dZzyxLVmWOSPm\nU6WsfbY1AkTERrB4758cuLwXIx0jxrpMpHODrl90pE1qeipH/A6y7vhqwt4+o2LpSozsOI7m1d+H\nfW6f8a2HN9h6bBNnrpxEQUGBVvXb0s95YJbvNTsvw1+wzGMxpy4ex8jAmMlDp9OiYWu5b85+uKTk\ndfEMi1bM523kGzo5uzB6yA/o6xnIXUd+JSUlMWhQH2Jiotm2bTdGRsaf1VeUz2P4/kJeadasWbMK\nv5zcJSenUZg/L5qaqiQlpRXeDgvZl6zvwoVzbN++hR9+mJjnyzQffKhv7l+zuP/wLkv/WI3RP4be\n5SY45DZDp/cHYNXs9dSpVk+udjceXGfY74O4ctuX/u0Hs2DcEiyMs57yr6mpSkJCCrsu7GD0Mnfu\nhQYzsM1Q/h65gupla+Z7YTF5KSspU8mqCm5OfbAytcbv7mU8z2/j3I2zmOiZUsmmfI6fsamhGa3q\ntaVjky4oKChwyvcYnqe2ceW2LzqaOliZW6OokPNNXh0tHVo0bE3Dmo0JvB2A59Ft3Am5RbUK1dGR\n44lSHz5nG2tbOrdzRSaTse/IHvYf3YOmhibl7Sp80ccAqqioULNmbfbu3cmjRyG0bu38yQ9UUT+P\n4dvVqKCggIZG3lcgFSH/lXyp+mQyGdOmTcTQ0JApU2bm+wTV1FTl4uVL/L16IYP7DKOlk/w3SR+F\nhuD+00B0tXXZOG8btla5Pxyh5x5YAAAgAElEQVQkMzOTDYfWMm35JLQ0tFgyaRWuLXK+RhyV8Iah\nCwez49xWatjVZs34jTjX6SD36JXYpBhuPg3iVugNroT44R18jjvPbxEWGUpEXASKCoroqOvk2itW\nVFSkQqmK9HTqQ2kTKy4H++B53oMzAWfQ1zLA2rRMjvvQ0dShYbXG9GzVGyM9I/xuXWbP2Z0cuXiQ\n9Ix0bCxtUSuR801zUyMzOrfqiq6WLoe9DrL72A5KlFClSjn7HL8D//wellApQb1aDWjRtCUPHt1n\n90FPLlz2wrq0DRZm+VtbRx76+vpoaWmze7cn5ubmlCtXIcv6iqrvLeTF5Zqv5EvVd/68F9OmTeS3\n3+bTsmXrfO/HyEgL527tiYqOZP/WY3KPBHn99hUDJvdCkiQ2L9gh18JbMfHR/LRyMhevX6B1fWdm\nuc9BSyP7dU4kSeLg5X387vkrkgRTev6Ea+MeuYaxJEnceBbE+dtnuPzgEnfCbpEpZebYxkzPnNpl\n61LXrj4tq7XBQCv3SxjpGekc8t3P+hOrCH0Tiq2FHUPaDqNd3Y5yXT7KkGVwLuAMnqe2ce2uP+qq\nGrg0c6Wv80AsTUrm2j484jXz1szB++o5KttVZda4OZS1yno9/5xuXp/3OcvfqxfyKvwlLR1bM274\npDyPqpJXZmYmw4YN5PnzMHbtOoiurm6O9RUl39vlGhHyX8mXWhhq8OC+xMXFsmvXwQIt8+ofdJGR\nE0fyy+Q5dGjTWa42MXHRDJrSh4joCDbO24adde4PCnnw7B5jF47g7bu3TO4/nZ6teucY1rGJscza\nMp2T147ToEoDZvebj6VRzsGXmp7C0cDDeHhvJvj5bZQUlahmXZ0G5RtRw6YWZnpmGGgZoaepR1Jq\nIpFxkUTGRxDy6j4Bj67i/+gqEXFvUVZUpkklRzrVcaF51ZaoquTcu9Y3UGfrMU/WHV/Nw5cPMDe0\noG/zAbg26YG2hnwP5w4Je8CWoxs4fukIkiTRur4zw11HU8bCJsd2kiRx+tIJ5q+ZS3xiPO49RzDQ\ndehn/zPK7XuYkprCtt2b2bRjPQoKCgzu405v1/4FelBJdh4+DGHAADc6duzClCkz5KqvKBAhLycR\n8gV348Z1hg8fxJQpM+jSxTXf+5HJZLgN7QIo4rlun1w/FpmZmYz8ZQjX71xj5ez1ck3D9w48x49L\nfkBbU4clE1fmesMx6NF1JqwaTWRcBGM7T2BK34m8e5eU/fvIlLHb15O/jy7kXUIUZc3K0c9xIO1r\ndkJbXf4VESVJ4v7Lexy+doAjAQd4E/sGQ20j3Br1wa1RH0x0sx6++OEz/jCkc8OJNVwL8UdDVZOO\nDbrQvakbFUtXkquG8KjXbDu+hd1nPElNS8G5UQeGdh6OTcmcL4VFx0Yzf+0cTl08jn0FB+ZMmE8p\n8/89rk/e7+Hr8FcsWjmf85e8KF3Siunjf6FW9bwvtZCbJUv+YufObWzY4EGlSlWK/HkMIuTlJkK+\n4BYtms+hQ/s5depCgZ7M43XxDFNmjWfeL4to0bSVXG08Dm5m0Yb5zBz9Ky6tu+e6/YHze/h17Uwq\nWFdi+ZQ1GOkZZ7utJEnsOLeVeTvnYKZvzqIRy6haplqOx/DmsyB+3T2D22G3qFO2HqPb/kC9clmP\nZ88LWaYM3weX8PDezIVgL5QVlXGu0YGBzYZSuVSVT7bNqr7g0DtsPb2RkwHHSMtIo5JVFbo27k77\nep3QkaN3HxUbxabD69h9ZgcpaSl0aNyZMT3HY2aY82WUE97H+H3Vr8hkMia7T6dTCxe5RgD9m6//\nJf5cOpcXr57TpZ0rY4dNQFuOG7zySkxMxNW1A7a2ZVm+fG2RP4/h+wt5ceP1Kyns+iRJYuHCP6hc\nuQrt2nUs0H5mL5iJmpoqk8f+JNeN25CnD5j65wSa1nFi3IBJuQapx7FNzNkwi/pVG7Jq2np0tfSy\n3TYpNYkZGyez/sQamtg7snbCFkqbvF9zPatjmJSaxO/7f2XmzmlIksRvbvOY2mUmpYxKF8pyw4oK\nilgZW9OhVmc61u5MpiRxLPAQHt6bCHwc8H7NGyNrFBQUsqzPRM+EljVb4+bUFzN9M+6G3mH/pT14\nnNnE49eP0NHQwcLQMttaNdQ0aFCtEa7Ne4Aksf/8Hnae2k5qeipVbKtm+8BwO+tyODdtT/DD2+w4\n7EHYq1DqOTRET08rT9/DUpal6dzOlQxZBnsOeXL01CFKWpaW+yEluSlRogQqKsrs37+HatWqY2dn\nU6TPYxA3XuUmevIF8/TpE9zcXJg8+SdcXLrlez837lxnyNh+zJ4+G+cWLrlun5aeRu/xrkTHRrN7\n+SEMdHO+MelxbBN/bv2dlnVbM3/soo9rr2flZeQLRi0dSsjLB4ztPAH3diM/+dH59zG8+SyIiVvG\nEhYZSr+mgxjXbmKeLsvkV1xSLDsv72DrhQ28iX2DnXk5+jsOZmCbPiTF53xjV5Ik7obeYZ/Pbo5e\nOUR8cjyWRiXp2rg7nRq4YGGY843rl29fsMRzISd8j2FiYMrUATNoUSf7cfIymYxNe9exascySpqV\nYt28tZjol85y29zcfXCH3xb8zMMnIXRo05nJY6ajrl7w5Z1TU1Pp3r0TRkbGHDp0gMjIhALv80sS\nPXk5iZ58wVy65I2PzwXGjZuErm72PePcrNu6ihcvw1jyxxLS03P/QLYf2sLxC0f448eFVLTN+fry\nSb/jzFrzEy3qtOLPcX/nGPB3Q4MZsKAXsYkxLB+zBpfG3T8Lrg/HUJIkNp9fz/hNo1Evoc6qoevp\n1bgvqnlYCKwgVFXUqGlbmz5NB2BtXIabz4LY7evJhjMbeBv7FlNdU4x0sr4cpaCggImeKU2rNaNv\ny4HYWZTjRcTz9737s5sIfBhACeUSWJuWyXLcv46mDi3rtaFBtcb437nCjpMe3Hl8C3s7B3SzeMC5\noqIiNarUolbVOpy8eJzNezdjZGBMhVw+u6wYG5nQ2dkFSYJdB3Zw4dI5ajrUKfAkKmVlZdTV1Thw\nYC+1atXCMI9LNnxtoicvJ9GTL5gVK5bg6enBhQtXUFbO3/oj6enptOralMb1m7Jq0fJc64uNj6H9\n0FZUq+DA8llrc9w26H4gQ+b0o7JNVdbN2JLjkMzLdy4ydsVIdDV1WTN+E3aW2Q//C33xhunbJ3Hs\n+hGaV23JvD5/oacp34O2P0hOSyLkTQiP3oaQlpGGooIiSopK6GsaUN60AhZ6lnmabyBJEtce+7PP\n35PD/kdIz0jD3qoarvV74lyjPboauf8Iv4h4ziHf/Ry4vJeXkS8w0TOlh2Mvujd1w0g36x+MDFkG\nnic9WL57CTJZBuN7T8atdZ9sa38XE8UvS6Zy6dolurbuzuRhP2V7uSc3/tevMGPuZJKSk/n5x9m0\ncmqbr/18kJqaiotLOypVqsiCBcsKtK8v7XvryYuQ/0oKu74pUybw7NlTdu06kO99+PhdYPxPo/n7\n95V06dAu1/oWb1yAx8FN7Fp6MMfhkm/ehdN9ame01LXY9ttu9HWy7+kd8TvI9I0/YmteljXjN2Gq\nn/1CZgmySHrOdyPk9QMmtJ/MsFaj5L7u/uhNCDsDdnD+/lmeRT7Ncby8ZglNyptVpKFdY5zKN8e+\nlINcs2mNjbV58DSUQwH72eu7k5DXD1BRUsGxcjM61O6CY+VmqJfI+Qa5LFPGxVsX2O61hcvBPpRQ\nLkG3pj0Z3HYY5gYWWbZ58y6cX9fOwCfIm/r2DfltxDxMDbI+jvr66sxaPIfN+9ZTpZw9C6ctkXvx\nuH+LiHzLtN8mceP2dca6T6Bvj4EFug+yZcsGVq1ahofHLuzsyud7P1/afyrkly9fzokTJwBo2rQp\nkydPlrutCPmC6devJ0ZGRixatDzf+/ht4c+cu3iW0/u8sbAwyLG+mLho2gx0okXD1syZMD/b7SRJ\nYtjvA7nxIAjP3/diW9Iu221PXzvBD6tGUbt8XZaPXpPjWPIbz4IYvmYgGbIMFg9YTuNKjnK9R58Q\nb9Z4r+Tyo4soKyrTyK4J9iUdqGhRifJmFVFXUUeWKUOWKSMi/i0P3twnJPwBt17c4ObzIDKlTHTV\n9WhWsQXt7DvSyK4JqspZ/6/k36tQBj+/zeGAAxwNPExE3FvUS6jTpJITrR3a4li5ea73D56+fsyG\nk2s55LsfBRToUL8zIzuOzXKegCRJ7DnryUKPeagol+DXYXNpUffzyXEfavTyPc3Pf09DXVWDhdOW\n4FApb89i/SA1LZVZ86Zz5sIp+vUcxJih4/Md9HFxcXTu3AZHx2b8/POcfO3ja/jeQj7f1+R9fX3Z\ns2cPu3btws3NjQ0bNqClpYWtbc5rbn8grskXzM6d2zE1NaV5c/mGPGZl8co/qVyhKm1btM+1vl3H\ndnA50Ie5E//EUC/7tcgPee9n67FNTOn/E01qOGa73dV7foxZMRx7GwfWjd+S4/K73sHncV/dH0Md\nQzzG7qaade7PQX0d84rJe8az4NQfpGekMcJpDH/3XIFb3b7Ut21IWZNy6Gvoo6WmjY66Droaeljo\nWVK1ZDUcKzSjR51e9Ks/kCqW75cJ8Lp3hj3XPNniu5EnEY8poaSCpX6pT3r4/zyGCgoKmOia0riS\nIwOchlC7bF1UlFW4fN+HA1f3sun8em6H3kCWKcPSwDLL+wn62gY0q96STg1cyJClc9B3H9u8tpCQ\nnEDVMtU+aaOgoEBl26q0qteWgLtX8Ti+iYTkBOpUrpdljTalbHGq14JzfmfYccQDA10DKtlV+ayG\n3CgrKdOscUuiY97huW8bMbHRNKzbOF9Br6qqSnx8NEeOHKZLF9cCDQv+kr63a/L5DvmUlBTq1q2L\npaUlSkpK3L59GyUlJRwc5FsgS4R8wezcuQ0zMwucnORb6fHf3ka8YdWmZXRp74p9ZYcc65PJZMxY\nNIVyZSow0HVItvuMjIlgzJ/DqWxblZ8G/ZLtiR4ceoehiwZQ0rgUGyZ6oJ3DkgYH/fcxftMoypqV\n49iso+irZz++Ht5f7th8aT0jtw3hScRjJrT6kWW9VlPPtgEaJfI2EkS9hDrlzCrQqnJbBjVyp6ZV\nLWSSjNPBJ9l9zRMPv808i3yCqrIalnol0dZSz/IYKiooUsqoNE5VmjPAaQgNKzRGQ1UdvweX2X91\nDxvPr+fei7uoKqtS0rDUZ5eGdDR0aGLvSOeGXYmOf8fOC9vYc3EnWmpaVLKq8slx1tPWo2OTzsQn\nxrP9xBb8g6/QoFojtP7/R/Sfn7O+rgHtnTpy7/FddhzeSmR0JPWrN8jzzGkFBQUa1m1CSmoKnvu2\nIUlSvidO2dmVYevWrejq6lGtWv4eav6l/WdC3tDQEDOz99fynj17xrx585g4cSJ6evKN9BAhXzDb\nt2+hdGkrmjRxylf7y/4+eF08w6gh4zA2NMmxPt/rl9h9fAfjB03GtnT2My5/XTuTkLD7rJy2HoNs\nrsNHxUXSZ153NNQ02DrZEyPd7Fe63OHjwfQdP1LXrj4bRnpQ0tQsx2MYlxzLsK0D8biymUZ2Tdgw\nwIMWlVoXyuqUSopKWBvZvA/8xu7Yl3IgTZbGydvHPgb+/Vf3Sc/IwEzXghLZjCRSVFDEwsCSJpUc\nGeA4mCYVHVFTUeNC8Dn2+O3E08eD8NhwShqU+mzdHC11bZrXaIWTQwsePL/H9nNbuXrPF4eyNdHX\n/t+2SkrKNK7elDIWNuz12sXBC/uoXr4mZobmn33OqiVUadPEmbT0NDyPeHA9OBDHes1QzWWBtH9T\nUFCgbs36RES+Zcc+D0yMTalgl/cRPKVLW+Djc5lr1/zp1s2tUOY6FLbvLeSRCigkJERycnKS9u/f\nX9BdCXnQokULafTo0flu/8eiPyRbB1spLS0t120nzJkgVWxeUUpNS812m3tP7klmzcykOWvnZLtN\nZmam1Gt2L8mii4UU/DQ4x9fce2mvpNdDT+o+r7uUkpaSa40Pwx9KDtMcJL0hetLGCxulzMzMXNsU\nhqTUJOlw4GFpyNohUsnRJSXNgZqS3hA9qf2C9tLyU8ul+6/uy1VLWnqadDLwpDRw8UDJuJexpNtd\nV2o3q5108MpBSSaTfbZ9ZmamtOPMDsm2p61k3tlc+mvnX1J6Rvpn291/el+q27uuVKpVKWnP6T05\n1rDvxD6pTKMyUtPuTaXQl6HyH4R/SE9Pl/q495FsHWylgKCAfO3j4MGDko2NjXTlypV8tRc+VaAb\nr4GBgYwdO5bp06fTrl27PLUVN14LZujQfqipqbNs2Zp8tf9h+kjC375m5/oDOdaXIcugZb8m1K/e\nkN8nLch2f1OXTeRcwFlOLT+f7WiaPRd38vPmaUztOZP+rQZluy+fe94MWz0QhzI12DjSA7X/H5GS\nXY1XHvsy3GMwigoKrOq7gbo29XN871+Knr4aJwPPcf6+F+funeHR24cAWOhZ0qScI03LO9HAtjE6\n6jkvCxAVH8lev13svLydF1HPKWtWjpFtxuBco8Nn/yuJjI1g7o5fORlwjJp2tVgwbMlno3Bi4qOZ\nsGgMAXevMsZtDEM6js52mGXgnQAmzB2DsrIyS2aupEo5+R9o8kFcfCz9R7qRlJSIx+rdmBjLP+7d\n2Fib58/f4uzcAien5sycOTvPr/+lfW83XvP9dIDXr18zatQoFi5cmOeAFwpOR0eX2NjYfLd/9OQh\nZcvkvmrkzXtBxMRF5/iUp+dvwjhx+SjdW7plG/AvIp4zz/M36lVsSN8WA7Ld152wW4xaNxRbMzvW\nDNv4MeCzc+buKfpvcMNE24SDo098s4AHUFFWoZ5NA6Y5z+TMxIv4TPFnbpf5VLW05+jNQ4zwGEKN\n2ZXotqoTK84tIST8AVn1sQy1jRjWahRnf/Hh74ErUFCACZvH4Dy3OWdvnfqkjZGuMYtHLOfPoYu5\nF3aPLr+04/wNr0/2p6etz5qfNuHavAfLPJcxeel40tJTs3wPNavUZssCT9RV1Rk6rT8+ARfyfBx0\ntHX567dlJCYnMevPn7J8jzlRU1OnRYtWnDt3hqSk7BekE+ST75DfsGEDqampzJs3j06dOtGpUyc8\nPT0LszYhB0ZGxkREvMlX2wxZBm8iwillWSrXbQNuXUVRUZH6NRplu80h7/0A9G03INttFu37E0mS\n+H3wn9n2ImOTYhi9fhj6mgZsHOWBdi49Xu8H5xi1bSgVLSqze8RBShta5fp+vqaSBqXoVa8fq/tt\n5Povd9k1/ADDmo4iJT2Zhafm0XqxI04LGjDn6CxuPA/6LAyVFJVoV7MjR6edYeng1SgoKDJi7RAG\nr+zL4/BHn2zboX5n9s06goWhJSOXDmHJ/r/IzPzfXAAVZRV+HvobPw/7mVN+xxn95zCSUhKzrNu6\nZBm2LtyJTemyTJg7hjOXTub5vdtY2/LDsIn4B17h2OnDeW7ftm17kpOTuXzZJ89thU/l+1HtM2bM\nYMaMGYVZi5AHpUqVJjo6mvj4OLS187YqYExMNJIkYaCf++P9bt4LoqxVObQ0sv5voiRJHPU5RN2q\n9bOdgBP87DYn/I8yvP3obCf0AMzaNYM3MeF4TtiPsY5JjnX5PrrEsK2DKWdanq2DPdFR/3xKf24k\nSeLZuyf4PruM37PLPHv3lLiUWOJS4khOT0JLVRs9dX301PWw0LXEWr8M1gZlKGNoQznjCmipyv9f\nZxUlFeqUqUedMvX4sc003sSF43X3NGfvncbDdxMbfNZgbWRDJ4cudK3ZnVIG/1tfRlFRkbbV29HC\nvhXbL25l6fFFtP+9JYObD2OM8/iPQymtTcvg+dM+Znv8zOqjy3ka/pg/Bv+Fuur7/w0pKCgwssdI\nVBQ1mLXmJ4b81o+VU9ejp/35jGEDPUNWz9nIuNkjmLpg4vsVMJvJ95yBD1w6dOeE1zEWr1pAw7qN\n87T8gb29A4aGRpw7d6ZAD8MRChDywrdVuvT7Xuvz52FUqpS38c1R0VEAGOhnP94d3g+dvP3gJu2c\nsl/l8mZIEC/fvmCE65hst1l5eCm6mroMajM0223eTxo6xPj2P+KQyzj4Wy9uMHRLf6yNrNk6ZGee\nAz4pLZGtAZvYErCRF7HPATDRMqGiaWWsDKzRUdVFTUWNhNR4YlNiiE6KJvB5AIfvHPhkpmxJ3VKU\nN6lAJbMqVDGrSuPK9dCSjOQaEWKqY0avev3oVa8fccmxnLxznENB+1nqtYilXotoVqElAxoOpmHZ\n/405V1FSYYDTYDrU6sSCQ3+w5swKLgR7saDfEiqWfD+SRVVFlTkD51HWoiwL9vzBi4gXrBy7DhP9\n/10X7+zYFR1NXX5cMo6Bs3qzdsZmjPU//1HV1tRmxa9rGT93NL/8PZ309HRcWsu/GJ6ioiLTx/9C\n72GuLF61gNnT/pC7rZKSEo6OzTh69DDJycmoqxfNMfPfAxHy3ykrq/dLvT558ijPIR8fHweArk7O\n4Rj2KpTE5EQq53Dz7VzAGZSVVGheu2XW+3gbyrkbZxnd6YdsZ7QmpCQwd9+vVC9TE/eWI3Os6V1i\nFMO3DsZA05Ctg3dioJnzD9U/pcvS2R64laUX/yIiMYKGZRozqtE46ls3xMbQNtdwTpOl8SLmOQ8j\nQgiJuM+Dt/e5//YeFx6dQybJYA/oqulSxdwee3MH7C2q4WBZA0vdkjk/81Vdl+613ehe243XMa/Y\ncdUDT/9t9F1/mkoWVZjUeiqO5Zt93IehthHz+vxFawdnpm//ka4LOzC18wz6Nh2AgoICCgoKDGwz\nFGszGyatGYfb713ZOGkbVqbWH1+zWe0WrJq6gdF/DmPIb/3Y+Mt2DHU/P5bqahosmbmKib+PYc6K\nX9DS0KJVY/nXqbEtU5b+PQezYdsaXDv2wL6y/A+ab9asJfv27cbX16dAk/7+677cY9mFL6pUqdJo\naWkRHHwnz21lmTKAHB+aDfD8dSgA1pbW2W5z7Z4/9nbVsn1G6xG/gygoKODSOPse4EavtbxLiGKG\n66wca8rMzGTCzjFEJUSyqu96THTkH7XxPCYMl03tmXliKjZGZTkw6Bg7++2nT63+2BqVlav3XUKp\nBDaGtrSu0JYxjcezvOsazo64yL1pTzky5DTLey6nQ+XOxKXEsf7KakbsHUL9JTWo+VdlBu3sy6rL\nywh8HkCaLPsx1uZ6FkxsPYXL067xp+tiElMTGLSpDz3XuBAUGvjJtk5VmnN0+hkalm/Mb3t/ZtLW\ncaSkJf/v7w7N2Tp1J0mpSfSd14NHLx9+0r5OlXqsmLqWVxEvGTqnPzHx0VnWpFpClYXTluJQsQY/\nLZrC1Zt+uR6rfxrgNhgjQ2OWr/s7T+0cHGqgp6ePt/f5PLUTPiVC/julqKhIxYqVCQ6+nee20v/f\nkMst2F6Ev7+UUdI86/XHk1ISufskmJoVa2f9OpLEYb8D1ClfL9tr8ZFxEWzwWkOb6u2wt8q5l7fo\nxCK8Q87zc8fZVLGUf2jf6QcnabumGY8jH7LSdR17+h+iVqnCe5Sduoo6DpbVGdJoCH+0X8hx97Pc\nm/aUo0PPMMd5Pk3LOvE48iG/n51N543OVJ5Xll4erqz1W8WjyIdZjj5RVValW+2enJ7gzezOf/Ak\n4jEuK9szYdcY3iVGfdzOUNuQtcM3Mb79jxwOOECvv10Jj3n98e+VraqwdcpOAPrO78HNRzc/eZ3a\nleqy9MfVhL5+yrDfBxGXGJfle1RTVePvmSuwtrRm4twxPHhyT/7jo67BALchXL91jcCbAXK3U1JS\nonHjpvj6+pCeni53O+FTIuS/Y1Wq2PP48SMSE7MeJZEdeQe0vQh/gYa6Bvo6WS/le+vhTWSZMmpW\nyDrk74beIextKB3rd8n2NTadX09qRioT2ue8uN2dl7eYvX82Hap1plfdfnK+A1jms5jBO/tSWt+K\n4+5edKjc+avMolRVVqWahQP9aw9icecVeI++QtCku6ztvoneNfvyJv4Nv53+GacVDXBa0YDlPn8T\nHh/+2X5KKJegb/0BXJjsx6hm4zhy4yCtFjly5u6pj9soKCgwss1YVrmv58mbx7gu6MCDl/8LYTvL\ncnhM3YW6qjpdZnThXtjdT16jvn1DFk9cQUjoA8YuGJ7t8EodLV1W/LoOLU1txv02kujYrHv+Wenc\nriuGBkZs3JbzEtX/1rRpMxISErh+Xf4fB+FTIuS/Y7Vq1UEmkxEY6J+ndpoamgAkJuX84xCfGIeu\ntl62ofj01RMA7EpnPd4+4MFVABpVaZLl3zMzMzly7SCNKzpSxtQm2zokSeKPY7+hr6nPnC7z5A7p\nFZeW8Oe53+lS1ZX9g45hbVA4j6zLLyNNY9pWbM+sNnPxGumD37jrzHGej7GWCfPPzaXeYgcGevbB\n+/H5z3r3mqqaTGo9lSNjT2OqY4b7lgFM2zeJ1PSUj9u0sG/NzgnvJ7f1WdKdO2G3Pv7NytQajym7\n0FbXZuiifjx78/ST/Tep7sjcUfMJvBfArDUzsh3bbmJoyuKflvMuJoqZi6d8MkwzJ2qqavTo0our\ngX48DX0sVxt4/x1XVVXF1/eS3G2ET4mQ/47Z2zugoaGBn59vntrpaL+/4RoXn/NkqsSkBDTVNbP9\ne1h4KOqq6lmOzAAIfHiNUsalPxnZ8U/Xn17jdfQr2tfqlGMdF0Mu4Pv4ElM6TJF7JM1m//XM85pD\n56pdWdx5OWrKeVuL5WsoqVeK/rUHsWfAIS6OvsLwBqO4+fI6fbZ1p/36Vpy4d+yzde8rmFfkwKhj\nDHcczU7/7XRf3YVXMS//93fLiuwYvw9NNS36LXMj6Mn/ruNbGpVk7+y9ZGZKDF7YlzfRn/7Pwblh\nB0Z3/4EjPgdZvS/7Jawrlq3MpKHTuBzow+Z9G+R+v13auVJCpQS7D8o/n0ZNTY3q1Wvh53dZ7jbC\np0TIf8dUVFSoVasOfn6X8jSr8MOompjYmBy3S0xORCOHkH8eHkopU6tse9ZBj65RvWzNbNsfDzyC\nqooqzatmPTIH3vfiF6lBz6IAACAASURBVJz8nVIGpRnilP0KmP904NZeZp6YRusKzizqtKxQFij7\n0soY2jK1xUz8fgjizw6LiE2OwX33AFqvdiLoxac3XEsol2BK259Y3XcDTyIe0XFZm09uypY2smLH\nD3sx0DJg4IreXH9y7ePf7ErZsXb8JmISYhiyqD/xSZ9eg3d3GUnHpl1YuWcpJ32PZVtvt7Y9adW4\nLSu3LeHGvSC53qO+ngGtmztz9NQhEhLkXxagfv2GhIWF8vLlC7nbCP8jQv4716SJI+Hhr/M0ykZX\nRw/VEqqEv3mV84ZSzjdno+PeYaSX9YSq+KQ4ouKiKF+qQrbtAx77U9u2Llpq2U8quvXiJsGv7jC8\n6ahsV3b8p+Dw2/x4+AfqWzdkRde1qCip5NpGXumydJ5EP8bv+WW8npzhyIOD7AneyYF7+zjx8Cgn\n758k4OVVQmOekZSWt/skH6gqq+JWoy8XRvux1GU1cSmxdN7ozO9nZpOSkfLJtq2rOHNg1DG0VLXo\ntc6VSw8vfvybhYEl28ftwVjHhKGrBvDwdcjHv1UpY8+KsWt5Fv6EiWvGfRxtBe8/71nuc3AoV4Of\nV0/nyYtPZ9b+c7uZo2djYmTK7KUzSEuXb1VG1449SE75P/bOMq6qbevDz6a7QVBaREIFEzBBBQRB\nQTGw+xjHjuMJjyf0qMdu7EZRVFQUQbEDuxtEbAGDbvb7gWtsd+rx3vde5fn9/OCac641F3vvseYa\nc4z/KODg0Xj5nf+Fp2djAM6eTVJ4TCXvqTTy/+N4e7dCTU2NhIR9Co9RUlLCytKatEcPZPZTV1On\nuFjyJhxAflHBu2zKj3n2qiLCw1xKVE1RSSHJz+5Sy7q2zDlsv7AVdRUNgtzkZ1sWlhYycucw9DUN\niOi0SmoFJ0UQCoUkv7rHqovL6b2zG14r6mE/rypNVzWkY1QwPXd04bs9/RgZN5RhewfSf1cvgtcE\n035zAF4r6+GwwIqaC2xos6El3+/9jrmnZ3IwJYFXBa8Uur6KkgqhtTtycOhxwuv2YOmphbSJ8OH6\ns6si/RyqOBI9dA82xnYMWNubo3fehxtWMTBnzfebUFNRY8CSXqRnvZfB8HRuzC/df+f4tSPM2z5L\n5JyqKmrMGj0fTXUNRs/5Xqr8gY6WDj8NmUzq4/us3qbYhqpLzVrY2dizJ36XQv2hIvGvShXzSiP/\nmVQmQ/2Po6OjS6NGXhw7doTRoycovClpY2nHvft3ZPZRV9egUIaRLyjKR1NDciGO5/8y8hZGFhLb\n7zy9TWl5Ka5W0kMhi0uL2XMlBj/XNnKVGwFmH57BnfRbrO++BSMtxZOkPuRVwStWX1zO1hubeZxd\nEUJqa2CHm3ldQpw7YmtgR1XdamiraaOlooWGqial5aUUlRahqatE2vOnZORlkJ6XzrPcp9x/nczZ\nJ0nsvBWN8F9xTfaGDnhZNaaDcyc8LRvL/Mx01XWZHjybQJdgxu0eSciqQKYFzaKTe9d3fUx0TIgc\ntI0eK7owaF0flvdeQ4uaLQGwNLZixZC1dJ/XiYFL+5Aw9b0OTRfvbtx6eJOVcRE4WTnT1vN9ZnMV\nI3OmD5/Dd3/15Y8VvzJ9+GyJ82vaoDltmrdl1bbl+DZtI7PeAFS8AbT1a8+iFXN5/OQhltUkh+d+\nPKZhQw+OHTtMWVnZJxc1+dapNPJfAd7ePpw4cZQbN65Tq5bslfFb7G2rc/jEQXLzctHRluwu0dHS\nISdX+uZsWVmZVLGxN3kV4XUfFrP4kAfpFdEdDhbSa8BefnSRN/mvCXKTLqvw7nyvUlmZFEHXut3x\ncfj0alkv8zNZem4R6y6vJq8kFx/bVnzfaBQtbH2wMbBV6BymprrYa0r2NecX53HlxWXOPz3Hhafn\n2HV7B5uursfOwJ6utXvQ060PBhrSC+40r+5N3KBEvt/+HWN2DSc99wVDm4x494Aw0jb+l6HvzJAN\nA9j83Q7crCryDmpZ12FB/wgGRfRh5LKRTAuf+27cT91+JfnJHX5d9xO17d2wNnsv8uZVpwlDwoaz\nZNsCWjZsjZ+n5EzX8QN/5MSFYyxYN4f5k5bI/Tu1aRXIohVziT8cR/8e38ntD9CokSexsbu4ffsm\nrq6KfccrqaDSXfMV4OPTGnV1deLi9ig8praLG+Xl5dy6c0NqH3NTCzJfZ0r1t2pralNQKFsKVoDk\nVWp2fsXDw1Bbcgw+wLXHFYk7da2lb96+Zf6xWSgrqTDOZ6Lcvh+z7+4emq/xJOL8Ivwc2nC4z0k2\nhW2jl3tfhQ28PLTUtPGyasJwj1GsDd3E5SG3mR+whCo65kw7/geeK9yZfWoG2UWSk5EAjLVNWN99\nC6G1w5ieOIWpB34X2XA30DJkTb9IjHVMGLSuD8+z3idFtXD1YXTQeLaf2s6mY+veHVdTUePvQfNQ\nVlJiworRlJaVilxzYOgQXOxrMXXVb7zOluxqMjIwpk+H/hw7e1ihTVhzMwvquLpz4Iji6pYNG3oA\ncOZMpcvmU6k08l8B2to6tGjhw4ED8RQXK7YB5lLTFYAbd6Rv2FqYVvjTX2SKJ+kAaGtok1fweRuM\nWQUVRl6WnPDVx1ew0K+Kqa5sRcrkzHvsuBpN74b9qKIrWQlTErnFOYyKG8aA3b2x0rMmsfdxFrdd\nTk0TZ4XP8bloqWrRybUrO7rGcqDXMRpbNWP2qRl4LHdj2fnFIpuhH6KqrMq80MX0adifZacXMyNx\nioihN9U1ZUXvdeQV5fLd+n4UlryXORjkOxT/ev78tfNPkRj6qsbVmNxrKldSLhGxRzR0UkVZhT8G\nTyM7L4dpa/+Uej/d2vXEyMCYRevnKhTp5efThuT79xSOmTc0NMLZ2YXTpyulhz+VSiP/lRAQEEx2\ndpbCOh8G+oZUs7Dk2s0rUvtUrVINgMfPHkls19HSJUuKO0dJUPHVkmas8grzUFVRkxkxc+f5bZyr\nukptf8vK0xGoq2gwtIl0JcyPeZmfSbvINkTfjGKk51j2dIv/jxh3Sbia1WJ1yAbiex6hftWG/H5k\nEn1jupNbLNn1oyRQ4o+AafSo34fFJxew7txqkXYnC2fmdF3EtSdX+HPP5PfjlJRYOnQpJromjFk7\nXCSRqq1HMMFeIUTELuL2RxmxNW2cGBQ6hLiTsZy6KjkpSVNDiwGdB3Ph+jnOX5OfnNe6hT8CgYCE\nw3Fy+76lSZPmXL9+jZcvX8rvXMk7Ko38V4KHhxeWllZs3rxB4Zj5RvU8OX/5LKWlknVBathWZLLe\nvn9TYns1M0sep0t+ABjpVmx8vszOlNiuoapBSWmx1IcAVBTmNpajMlkuLOfA3Xha1WiNsbZ8fXyA\nvOJceu7oyoM3qUSGRfND05+/aKjl51K7Sh02dIhiWutZHE5NJGRzIE+yJceGCwQCpradQasavvwe\n/wtnH4q6Mfxc2zCg2WAiz2wg8daBd8eNdI34q9tMUtPvszhuvsiYn8Ino6elzx8bfxXLZO3XfhDV\nzCyZtWG61M+sg38nTIxMWbk1Qu69mhibUs+tAQmH4xX+vvr4tEYoFHLkSKL8zpW8o9LIfyUoKSnR\ntWsPbt68zrVr0lfnH+LZsAl5eblcvyVZ5Exf14BqVSy5lSzZyFub25CV+4asXPGkKjODiizX9Dfp\nEsdqa1QkWeUXSXf35BbmyC3Mcf3ZNdJzX9DKUTEp2pKyEr7b04+rLy6zNGgVzW28FRr3n0IgENDb\nvR8bOmzhUdZDgjb5kfzqnsS+SgIl5ndYiqWBFYO39iM9V7RS2Fj/H3CycOGH6DEiomZNnZsT6hHG\nioMR3Hr8/rM10DFgXKeJXEq+QMzJ7SLnUldTZ1S38dx7eIddR3ZInI+6mjo9Q/py9koSV29flnuv\nfj4BpD1KlRvl9RZ7++rY2Nhy6NAB+Z0reUelkf+KaNu2HXp6emzatE5+Z6BRPQ+UlZQ5eVa6n9PF\noRbX712V2GZtbgtUyBt8zFspgxevn4m1AehoVEgT5xbmSmwXCoXkFueiLcfIH04+iACBwhE1fx79\nlUOpB5neehb+Dorrov+n8bZrRUx4HKXlpXTZGsLLfMkuCn0NfVZ0WUdOUS4Tdo8WaVNXUWdOl4Vk\nF2QxJfY3kbYfQ39FX9uASVsmiqykQ5p0pJ5DA2Ztmy6WDevvGYCbY10WRs2loKgASYS16Yy+rj6r\nFIibb9XcF2UlZfYnKpbjIRAIaNnSl0uXLlS6bD6BSiP/FaGpqUlYWFeOHj1MWtoDuf11dfSo59aA\nxKMJUl+Z67rW51n603eywx9S06Yim/VGivjmra6mLsZ6xmIa5m8xN6iIn3/ySro7QlVJldLyUont\nb7mXcRcrQxuFXDWXn12sSG5y708Ptz5y+/9/42zqwqawbWTmZ/LLoR+k9nMyc2acz0QS7x3gcLKo\nK8PZwoUBzb5j58Vorj95/7A21DFkXLuJXHlwif2X3xtZJSUlfuo+mde5r1ibIKpLIxAIGN1tPJlv\nMtiaEClxLlqa2nRp253j546Q9vSBzPsz0DekcaOmxB2IpaxMutvuQ/z8AigvL2f/fumSC5WIUmnk\nvzLCwrqiqqrK1q2Sf4Qf498ygIeP07h+U3KUTeN6TQBIuiQuglbVtBomBqZcuSceNicQCHCycuH2\nI8muHluzCkXIt/HyktDR0CGnUHpIIcDD12nYGCpWwHvaiT8x1jLhp2aTFOr/30CdKm6M9hrPrts7\niL0jPUu0T6P+2BjaMiXhN7EH42Dv4RhqGTJ931SR46EeYTiYOzJ3z98ioZOuNrXwbxDA2vhVYnsq\n9Z0b4lWnCat2LZOaCdspsCvKyips3rNR7v0FtQkh42U6SecVE9mzs7Ondu06xMbGfJJe07dMpZH/\nyjAyMsLfP5C9e3eTlSVbZRLAp5kvysoq7IqTbECsq9pSxcScs1fE45MFAgFuNdy5cldybLSztSvJ\nT+5J1CevZmSJqrIqqen3pc5NV0OP3ELZQlYPX6dhZSA/a/Lis/McTzvKkIbfo6v+aYXP/78Z1mgk\ndaq4M/HgOKmyCOoq6vzsO5m7GbeJuiT6gNfT1GN4q9GcTD5G4vX3K31lJWXGtptAavp9tidtFRkz\nMnQsRSWFLIsVT276vvMoXue8JjJug8S5mBia0qZ5ILsP7iQnV/ZDurmXN/p6BuzZHyOz34cEBYWQ\nmnr/swrmfItUGvmvkK5de1BYWMjWrZvk9tXX06epZ3N27tkpsfqOQCDAs25jTl86QYmEpKh6zg15\n9OIhTzOeiLXVtqtDSVkJ1x+I/xhVlFWwr1Kd208kr/QBTHRMeZ4tOUb/LW8KXiskYbDnzi7UldXp\n5dZXbt//NlSVVZnhO5tXBS/Ze3e31H5tnNriXq0eK5MixFa53Tx7YaFflQXxC0SOt6rtR23rOqxK\nXCYSUWNnUZ1grxCij20hK090sVCnhjtN3JuzIW6t1AIj3dv1oqAwn+3xWyW2v7s3VVWC/Ntz+EQi\nLzJkf9Zvad3aHy0tbaKiFHtb/dapNPJfIQ4ONfD2bsWWLZFkZ8teSUGFznfmq0yOnJQcmtbKy5fc\n/FzOSFjNN3WvKAhy4vJRsbaGTp4IBAKSbkl+FXe3rcfl1EtSC0/YmdjzIFO6OwcqIkyECtS6Ov3o\nJHUt6qOtJnsj97+VOlXcqapbjSMPDkntIxAI6F6vJ8mZ97jwWLSSkrqKOuEePUi8kUhq5n2RMb19\nBpCafp+Tt4+JjOnt24+C4gKij20Ru1bvtv14lfWSfSdjJc7FqboLjdw8idy9QeLi4EO6hHZDKCxn\nyw75ixIAbW1tQkPDSExM4OFD8U3/SkSpNPJfKf37f0deXi5btsj3i3o1bEJV86pSX5k93BujralN\n4qkEsTa7qvZUM7Xk+OVjYm2GOoY4WblIN/J29cguyOJ+uuSsRztTe15kPydPRpilkkAJoVB2daLs\nomyup1/F07KxzH6fQ3ZR1n/ENywQCPC2bcmJtKOUlEmvdxrkGoKWqhZbL4kX5ujaqDsqyipEJom6\nWQLqtsVE15T1R9eKHHeydqGRkyebEteLyR141m6Mg5UjG/etlXr/vTv0J+NVOnFHZW+SVjWvRqvm\nvuyMjSY3T3K01cd069YTVVVV1q5dqVD/b5lKI/+VUqOGIy1btmbLlo1yw82UlZXpENyBpPOneP5C\nPORRTVWN5o18OJx0UEzHRiAQ0KyeN0lXT5IvQcfGy6Uxl5Mvklsg7luvZ98AgPPJkjMk7U2rA3Av\n/a7EdqhwZRSWFEptB7ideZNyYTn1LBrI7KcoxWXF7Li3jeCd/jisssI3ugVRtyMpKpWu2PklaFTN\nk5ziHB68kbFZra6Db802HLwrrtduqmtGgFsAuy/vFDHMaipqdGnSjaM3D4nIEQP0aNWHZ6+ecuK6\n6ENcIBDQI6A3d9Juc+mOaFGTt3jVbUIN25qs27FKbpnA7p36kJuXw/rN62X2e4uxsQmhoZ3Yv38v\n9+9L1ryvpIJKI/8V891331NYWEhkpPy4+a4duyIUConZt11ie1ufdmTlZHH83BGxNj+PNhQWF3L8\nkrjLxse9NSVlJRy/Jt5mZ2aPuYEFJ+9IjtOvXc0NgCuPpItemetZ8DRbdvGTtytfbTXpVa4UZVfy\nDtzXOzP4QH9e5D3n+7qjKCwtYPihwVjPs2b7Xdk+6H/C21KA8koZ1rZwIyMvg1cSYuv96/iTnvOC\nlHTR0Na29YMRCoUcvCr6ttbCzQd9bX32nRHfCwho0hYtDW22H5J8zwKBgN4d+nH/UQonL4i/6X1I\nLefaNPFoRsSaCIWrRvXp0x8tLS0WLJirUP9vlUoj/xVjY2NL69Z+7NwZLdc3b1XNisaNmhKzb7tE\nmQMPdy9MDE3Yc0g8CqeecwOM9U2IPy3+Wl7XoT6GOkYcunxQrE0gENDUuTmnbp8QcwcAVDWohqmu\nmUwjX03fkidZkqUV3lImrIjBVhL8Mx3y009PMvTgQKx1rdkStIOk7pf41esPjnc9y7bgXVjrWzP2\nyEhe5L+Qf7LPIL+k4k1JS1Wyhv9bHM1qAhU5BB/j7ewNwMkUUQ0aB3NHbE3tOHBFVBlSTUUN/waB\nJF46QN5HIZNaGtoEN2vP/lN7pSpU+jULwNzEgnU7Vkts/5Ah/UaQlZ3FpmjFkvkMDAzp1+87kpJO\nVtaAlcE/MvJ79uwhMDAQPz8/Nm1SbNOkkv8sPXv2Iz8/n23b5BdPDmvXhcyXGRw+Ib4Bq6KsQqB3\nO06eP8bL16Kx08pKyvh6tuHYxSPk5ueItfm4t+LolUMUl4pvwDVzbkF2QRZX08TT4AUCAXWt64nU\nL/0YKwNrHr5+KNMv/nEx7M9l6MGBVNWpxpagHbS0bv1OhE0gENDCyodV7VaRX5rH5luSQwv/KZn5\nGQBoqcp+I3EwqdDoT8kUd2PYmtpiaWjFmfunRY4LBAJau/mTdPeU2B5IO69Q8ovyOSzhQd3FrzvF\nJcXsPrpT4lxUVVTpEdKbC9fPce2ObLkNpxrOBPoGsmnbejIyJcthfExYWBcsLa2YN2+WxOiwSv6B\nkX/x4gVz584lMjKSmJgYoqKiSE6u9I39t1GjhiMtWviwefMGuav5xo2aYVnVik3b1ks0miG+HSkt\nKyXmoLh2SVDTdhSVFJGQJK4R7tcggJyCHE5eF39lb+LUDGUlZQ5dEzcgAA1tPXjwMlVEG/1DnKq4\nkFX4hscyVvPW+hXJUvdf/7PvZ00jJ4rKitBWlRyhs+5yxQrUw8LrH11HEkKhkD13d9GwmgeaqpJL\nLr7l7cNHSUrFqeqmDjx5Lf73alC9EaXlpdx5ckvkeF2H+hjoGHLyhrhbrYa1I7Wq1yH2hPRErVC/\nMPR09FkTvULmvAEmjp5IaWkpc5fOlNsXQE1NjTFjJpCWlsq6davkD/gG+Wwjf+rUKTw9PTEwMEBL\nSwt/f3/271e8CEAl/zkGDBhCbm4ukZGyN7WUlZXpFtaL67eucvWG+Mrazsqe+rUasuvAdrGNtDo1\n3LGtas/uY+IrOi+XJuhrG7DvrHi4nb6WAY0cPEm8Jll0qrFDUwBOp0h+HXevVg+Ay08uSr0vWwM7\ntFS1uZGueLFzSfStNZDnec/Y/0BUa6VcWM5vp35hTtIcern0w6tqk390HUkcf3iUlFf36Fa7p9y+\nOUUVb1M66roS26vomfMiW9yl5GJZIet885Ho30lJSQlP58acvnlS4sO/bdNgbj+4RcpjyRIWWpra\nhAf34HBSInfu35LY5y02Vjb06TaAhMNxnL2oWIGQxo2b4efXhrVrV5KcLHkO3zKfbeTT09MxNTV9\n938zMzNevPj3+CIr+WfUqOFIq1Z+REVt4vVr2YWkg/3bo6erx8atayW2d/DvxKNnD8U0wwUCAe2a\nh3Dh1jkevXgo0lbh1w3g0KUDEoWtWtXxI/n5XdIyxKNGnMxdMNAy5FSyZB1z5youqCmrcfmJdL+9\nkkAJF1NXrqUrps4pjdbWfljqWNE/vifjj45m3oVZrL6+gi57QllyeQHDGg5jRnPJtVD/CWXlZcw+\nNQNzHQtCnDrK7Z/7LyMvTdzNTK8KGTnpYpLB5gYWGGobcvOxeLUwL5cmvHj9nNTn4hnK/l6BKAmU\npMbMQ0VylI62LhGRi+XOv3d4fyyrWjFj/lSKZNQY/pAxY35AV1eXqVMnU1oqW+/om0P4mSxZskQ4\nd+7cd/+PiooSTpo06XNPV8m/meTkZKGDg4Nw6tSpcvvOmDdDaFvHVvjw8UOxtvyCfKGrr6tw8E+D\nxdoev3gsNG9pLpy+erpY2/Grx4XGQcbC7Ue3i7WlpacJ9TvrCxfsXiBxPj0W9xDWGFNDWF5eLrG9\n5ZyWQo9pHjLv6ee4n4XqE9WFz7Ofy+wnj7139wpbrWslNJ5hLOQ3hPyGsOrsqsLZp2ZLnd8/5cd9\nPwpVJqgI15xdo1D/hYcWCtWHqQtTMlIktv+x4w+hTj8dYWlZqVhbi4kthJ2mdRI7fiP1htA4yFi4\n49gOiedsP7K9sOWAljLnNWflHGE1j2rCa7evyb2HIyeOCK1rWQv/nv+33L5viY2NFdrb2wsjIiIU\nHvMt8NmFvM3NzTl//vy7/2dkZGBmJrtM24e8fJlLefmXSyIxNdUlI0Ox0Kv/D/6/56enZ0abNm3Z\ntGkTnTv3RF9ftGj0h/ML9A0lYnUEy9asYuR3Y8XOFdQyhC17NnLr7n1MDN+/zakJ9Gjs1ozIfZvp\nHfgdykrvo1lqmNXG3NCCTfFbaObsK3I+TQxxsazFzlO76OrZR+x6nrbN2Hl+Jzef3MRMXVynpqmN\nNzMOTeXa/XuYSyn/F2DTnhnlM1h1ch0D6w+R/oeSQ0ODZmwOaAZURLu8LMykmo4lSgIlBALBF/+M\nd9yKZuaRmfRy60tb244KnT/m4m4cTWuiKzQV629qqsuj9KcYaRnx6qV4XoOKQI03Odli43RVKz7n\nq3dv0tSptdg4D5cmzN8ym1v37mNiYCrWDtC+VReWR65g+pKZzP1lkcQ+b7+HLo71CPJvz9JVS/Fs\n0AKnGvKrdjVs2Axv71bMmzePevW8sLW1kzvmc/j/+i0rKQkwNv70jO3Pdtc0btyY06dP8+rVKwoK\nCkhISKB58+afe7pK/gP06NGbwsJCtm+XHctdxdQc76at2LVvO4WF4u6Vjv6dKzZgE8Rj6jv4hPHi\n5XNOXxX1oSspKdHWsx0nrh/lVbZ4/Lafexsu3j8vlowD0NzRG4CD1yVvzrZyrHhoHL4nvZiEo4kT\ntau4se1GlNQ+n4qWqhZWutbvNjq/NBefnWdc/Ag8LRvzR8tpCo15lf+SpLRTtJZRROVlbibGOpKl\nmbXUtSgoFjf+GmoaWBhV5cELyYlYjd0qHnynrkh2qwHoauvSI6Q3R84kcitZegH5t4wZOgFDQyN+\nm/GTQpEzAoGA8eN/QkNDkz///LXSbfMvPvvbWaVKFUaPHk2vXr0ICQkhKCiIOnXqfMm5VfKFsbd3\noEmTZmzdulmi8f6QLqHdyM7JZt9BcT+rraUdjep4sn3/VrH4dp8GrTDUNWSHhASZdl4hlJWXEXdO\n/Jx+bm0AOHBVPFPTXN+CmubO7L8qeWPfycwFS30r4m7JTp8Pr9WD6+lX2Z+sWJGK/08Opx6k89ZQ\nTLXMWB68BjVl6bVwP2TW4RmUlZfR0a2L1D730u9S1aCaxDZZmanmRhZkSKn05WTrjL6OARelZL++\nJTy4J7raeqxWINJGT1efn0ZPJvn+PVZukF9SEMDY2Jjx43/kxo1rbN787wll/V/jHy1BgoODiY2N\nJT4+noEDB36pOVXyb6Rnz368efOaXbskxzW/pW6d+jjVcGHz9g0Sf/hdgrrxPPMZx86KFg5XVVGj\nXYsOHD6fSOYb0Xh6R0snalo6sSdJPNzOwdwROzN7sWSct7Rybs3pe6fJLhCXTxYIBLSrFcKxlCO8\nzJNcUxage51eOJk480viD+QVK6aR8v9B5LUN9NoRjp2hPbu6xWGiLdn98TFJaafYcH4N/T2/w9G0\npsQ+KS9SuJ+RQvOaPhLbn7x6TDVjK4ltSkpKUvMRlJSUcLCqQcoj2dEtutq6hAV0IfFUAqmPpMtM\nv6V5Y2/a+rVjbeRKbt2Vv/qHCpVKb+9WrFixlAcPZAvcfQtUZrx+Y7i718XdvR6RketlvgILBAK6\nhfUkNe0+p8+Jhy82b+SDuakFUbHicq8dWnaitKyUXUfF3TnBXiFcSblE2osHYtfzdWvDmbunycoX\nrxnb0smX0rJSjt09InG+IbU7UiYsI/amdCleVWVVpvvO5mnOE2af+ltqv/8vhEIhM09OY1z8SJrZ\ntGBn11jMdSwUGltQUsCE3aOxNrRlvM9Eqf32/+sh2srJV6ytvLycx68eY2UsX59fEg5WjiQ/uitX\nsK1H+95oqGuybIv8SBuAscN+wMjQmMnTf6a4WLaiJYi6baZMmaxw1amvlUoj/w3Sq1c/Xrx4Tny8\nbPeGr3cbTI3NnDAhTwAAIABJREFUJKaZqyir0CkgnLNXk0h5KJpkZF+tOvWcGrDj0DaxH3yQZ3sE\nAgG7T4u/Sfi5taG0vFRiYpS7dT1MdE04cFPcnQMVLhtHUyd2XN0m854aVfOkW+2erLiwlFMPpfuP\n/9O8zM+k985w5p6eSdda3VkXuhkdNclx7h8jFAr5ae94Ul/d5+/gOWhJ0egRCoVsO7ONGmaOWBuL\nV9N6mJlGSWkx1iaSK22VlpUikLH/4Ghdk9yCXJ6/lJy49hYjA2PCg3uQcDyOB4/lr7T1dPX5eexv\n3H+QzOpN8mvHQoXbZuzYH7h+/So7dsj+TnztVBr5bxAvryY4Ojqxbt1qmascVVVVuoR24+yFJO6l\n3BFrD/HtgKqKKtFx4puZYa278vB5GudunBE5XsXQHE/nxuw5LV6+rY6NOxaGVYm/LO4zV1ZSJtAt\nkMO3DkqURxAIBHSp242Lj89z64X0QiQAk73/xM7QnkF7+pL25oHMvv8Jjj44TKt1zTiedpQ/W05n\ntv8CVJVVFRorFAr5PX4S0VeiGNNiAk3smknte/h2IudTz9O7ST+J7Qf/tR/SxEn8HEKhkNRnKdhU\nsZV6fj3tiopbBRLUSD+mW3BPVJRV2BIrXwoboKlncwJaB7F280pS0yRLU3+Mn18ADRt6sHz5Yl69\nkp0f8jVTaeS/QQQCAX369OfRo4ecPClbHTA0qBPq6hps3SVeOMLIwJjWTfyJPRQj9sP29fBHV1uP\n6ETxce28QnmU8ZBLyaKbdAKBAD+3AI7fOkaOBGnioHpB5BTlkHRfsj59mFtn1JTV2HxR9oabrroe\na0I2US4sI3RLW+5m3pbZ/99Ffkk+vx76kfDojuip6xHb/QD96w1CIEWO4GPKheX8vO8HVp1ZRn+P\nQYxqMU5q3+LSYqbE/kYN8xp0ahAusU/85ThcrWpjZSLurnn++hnZ+dk4Wkr29UOFTg1AiQSBu48x\nNjShTfO27E6MISdPsXDE0UPGo6WpxV9z/pArXQwV36cxY34gP7+ARYu+XaXKSiP/jdK8uQ9mZlWI\njpYdUqivp49/ywDiDsZKrNfZOTCc3Pxc4o6KRsxoqGnQrnkIB88miCkU+tZvg6aaJrtOiWvgtKkb\nSHFpEUduiIuk+bj4oKWmRcKNOIlzNdIyJtAlmO1XtlJQIns1Wd3Ige1dYikXlhMaFcSxtCMy+39J\nhEIhB1MS8FvfgpUXl9HbvT/7ex7G1ayWwucoLitm7K7hbDi/hqFNhjPZf4rMh8OKY0tJzUxhRtcZ\nqKmIR+o8fvmIyw8u4u8eIHH87YcVb0eyjLyKckXajaQ3LUmEB/egoDCfPYmygwDeYmRozIjvxnLp\n2gVi46Vr5XyInZ093bv3Yt++PVy5Ij0r+mum0sh/o6ioqBASEsbZs0lyS6h1bh9OYWEBe/aL/7Dc\nnOtSw7YmUXs3i7lfOrbsQklpiZhCobaGNr7127D/3F6KPqoRWs+uAWZ6Zuy/JO6y0VTTpEXNliTc\n2C91JderQV+yi7LZdEF+8QlnUxdiwvdhqmVK+LaOTD32O1mF8ouffy5CoZDjaUfpvDWEXju7AgKi\nOu1kWuuZcuWDP+R5znO6rgsl+spWxvlMZGKrSTIN/Jn7p5l7YCaBtYPxqyM5fn5p/EJUlVUJaSRZ\nNiHu3F50NHWpZSs9TPrJv+r8mhoqlhTp7OCKo50Tiaek5zd8TPuADtRyrsOytYsoLJJdLOYtffsO\nxMjImOXLxYuSfwtUGvlvmPbtQ1FRUWHHDtnJUU6OLtRxdWfbrs1ixlUgENA1qBt3U29z+aaoSFgN\na0fcHesRnRgl9gBo37gD2fnZYvK1SkpK+LkHcPTmIYll/9rUCiQjJ50LaefE2gAaWnvQ2LYpS04s\nkLuahwrxsn3dD9LJtSuLz87HY4Ubc0/PJKdIfm1cRSkuKybuXixBm3zpsi2U5Ff3+MPnLw71OUEz\nmxafdK5TqScIWNaS68+vs7jjckY2HyvTwGfkpDM8cjBWRjZMD5Osq5PyPJno01F0a9YLC8OqYu05\n+dkknI+jrUc7NNSkFyy5lXoDIz0jqhhJzjqWRPOGLbhy6xJZOeIRVZIQCAR8P3AULzJesC1Gvnw2\ngKamJr169eXChXNcuCD5e/M1U2nkv2GMjU3w8WlNbOwu8vNlG8TOId149OShxHDKgBZB6GjrsmWv\neE2BTq278uBZKudvigqaeTh7UcXQnJiTElw27m0pKini6A3xotU+Tq1RU1Zj/3XpkUFjvCeQkZfB\n+nNrZd7TW7TUtJkXsJiEXkfxsmrKzJPTaLTcjdH7v2fPnRjeFCpmgD7kTeEbDqYkMCFhNHWXOtN/\nVy9eFrxkhu8ckgZeYkD9wQonOEGFSNnC43MJ39ARA00DYgcm0K5WqMwx+cX5DNkwgOyCbJb0WIGu\nhuRondm7p6OprsUQ/+ES2/edjaWopIiOzTrJvN6t1Bs427kqvKcA0KyhN2XlZZy8ILk6mCQauDfC\nq2ET1kSukOhClERISBgmJqasXKlYUtXXxGdr11TydRAW1oUDB/azY8cO/P3bS+3Xqrkvc5eaELVz\nE008RKMvNDW0aN+6A1Gxm0h/+QIz4yrv2vy8Api+bgpbD2ymoavHu+PKSsoEe4awJn4FGVkZmOq/\nT/hp4NAIE11T9l2MJbBesMi1dDV0aeboTdy1vfzc9jeUlMTXKR42XrSo7sPC43Po5N4FIy1jhf4W\ntcxqsyZkI1eeX2LlxWXE3Ysl6npFHoC9oQP2htWxN7Snmp4lGiqaqCuro6qsRm5xDq8LXlEoyOXG\n09vcTL/Ok5zHQEWBD3+HAEKcOuJj1woVpU//ySVn3mPsrhFcfHyeYNcQ/g6ei44Uhcm35Bfn029N\nDy49vMDCbstwtnCR2C/u0l4OXI1nTPAEjHXF/07FJUWs3BeBs7WrTFfN/Scp3Em7jb9X4CfdWy3H\nOqirqXPn/m0CvYPlD/gXQ/oNp9eQruxN2EPXDt3l9tfQ0KBHj97MmzeLO3duU7Om0yfN83+ZypX8\nN06dOu64uNRi9Wr54ZSd2odz6uwJiSFsXYO6U1ZeJhZOqaGmQYh3Rw6ejSfzTYZIW2jTMMrKy9j9\n0QasspIyAXXbcuRGouQoG7d2PMt6ysWH58Xa3vKr/5/kFuUy89B0qX2k4WZel4WBEVwflsyu8Dh+\nbPYrzibOPMl+xPora5l8+Gd+ODCGUfuHMWzvQH44MIbpJ6awPGk5aW9SaVjNg5+b/8aWTju4MSyZ\nxW2X41vd/5MNfFl5GREnF9Emwof7L1NY0CGCxR2XyzXweUV59F3dnXOpZ5jbdRGBdYIk9svITmfy\nlh+pbV2HAa0HS+wTeXgjjzMfMTZsgswV+qa4daipqtGhZWfFb5AK95yejj45eZ/mHnOpWQuXmq7E\n7IuWm3z1lsDAdqira8h1T35tVBr5bxyBQEC3bj1JS0vjxAnxYtsf0jG4E2qqamzZIe6WsTS3olmD\nFuyI30ZJiWh0RefW4ZSWlbLzcLTIcXuL6tR1qM/OE+I/1Lb1KypNHZJQTKS1iz8aqhrEXJJcdBzA\n0bQmvRv2Y9OFddx4fk3mfUlDRUmFhtU8GO4xihXt15HY5wTJIx9xY1gKFwff4PSAixzte5qLg29w\nf9RTsqZkcaTvaZYErWBYoxE0t/FGXUX9s659+cklglf6M/Xg73jXaEXi0OOE1u4o1xWSlf+GPqu7\ncSHtHPPDl9DOXbJLp7y8nJ82TSC/OJ+/e82TGJeflZdFxJ6FNHZtSpNa0sUH3+S8ZvfRnQQ1bY+x\nvmJvTR+iq61LtoJulw9pH9iR5Pv3uHlHsWIwenp6+PkFEB+/T26VtK+JSiNfCd7erbCwsJCbGWho\nYIR/q0D2HdhDbq74CrtTYDgv32Ry8KNoCduqdnjUasy2g1vEBM1Cm4aR8iyZyymim7Z17epT1bAa\nu86J++x11HXwrxXI7ssxEjdn3zLaewKGWkYM3z6Y1wWvZd6boigJlDDUNMRcxwIbA1tqGNfEXMcC\nDRXpG5KfwrPsZ4yOGUbwSj9e5DxjccflrOi8FjOdKnLHpmQkE7o4iCuPLjE/fClBbtLdbwvj5nLk\nRiI/hPyCg3kNiX3mbp9Jdn424zr9KPO6S6MXUlhcSI/APnLnKI2PFwaK4N8yEDVVNRIOK16RrlOn\nLhQWFnLgwLdTxa7SyFeCiooKYWEV4ZQvXjyX2bdT+64UFBYQmyCuEdO4XlOsq9qweY94MlK4f3ee\nZT7l6AXRzdTAhkFoa+gQdURUA0dJSYkOnp04cfsYT189ETtfD8/e5BRmE3MpWqztLQaaBkR0WkXa\n6wf029xdoWib/y+eZj1h0r6JNFvQkN3XYxjaZDiHh52mXa1QhTYyj909QuiitmQXvGHjwK20rSPd\nv73nfAyL4ubR0bMzPZr3ltjn5I3jRB3ZRB+//jhbS/bnA5y9nkTk/g10D+hFDWtH+Tf6Eekv07n/\nKIXaNd0+eayOtg6uTrW5fE166cePqVGjJpaWVhw/Lvut9Wui0shXAkDHjh0RCoXs3btHZr8KX2gt\nondvEXOxKCkp0TWoB9fuXOH63asibS3qt8TCpCqR+0UfANqaOgR7hRB3NpY3uaJRLB09K/y725PE\nfaj1bRriWrUW60+tkemT9bJtwoIOS7nw6DxDowdRWv7fpTF+L+MuP8aOo+mChmy8sI7QOmEcHnaK\nH1v/ip6Gntzx5eXlLDm8gL6ru1PN0JKY4XE0svOU2v/c3XNM3DiOhg4e/NF1msQHSE5+NpPWTMTe\nojojQsWLxrwlvzCPXyN+xMbClpHh0rNtZZF4KgGAlo3FBdMUwa2WO7fv3VI4Zl4gENCsmTcXLpwl\nL0/6W+DXRKWRrwQAKysr6tdvSGxsjNyU8c4h4Tx4mMq5S2fE2oJbhaCtqU3kblFjrqKsQmffbpy9\nkcTdh6I6OF1ahFNcWszOE6LuIktjK5rUbMa20+JuHoFAQO/G/bn74g4n7smWZmjr0o4/A6dz8G48\nw7d/x6t88aIl/0le5b9k4/l1hK4OpOWSJmy9vJkudbtzfPhZZrabh7WhZIGwj3n65gk9V3Zh5v5p\nBNYOJnrIbiwNJcsEA6RlpNJ9VneqGFRh0YDlEjNfAf7cNJn0Ny/4q99MmXHxcyNn8STjMX8Mnoam\nuqZCc/6QwqJCdsRvpbq1A/ZW1T95PEBtF3fKykq5fU+2XtGHNGvWgpKSEs6dE//+fo1UGvlK3hES\nEsbTp09IShKPhf8QX582GBoYsTla3C2jo6VDiF8YCcfjeJ4hqkYY1qozGmoabNi7RuS4k7UL9R0b\nsjFxnZgx7968F89eP5WoM9/OPQRzPQsWJM6WG2HRu2E/fvb9jbhbe2m+0INVScsoKZOvsfIlKCgp\n4NzDM8w58jfBK/1xn+nMj3vHkV2Yw8+tJ3Nm9GWmBc3E0kC6gf4QoVDIzovRBMxrxeVHF5necTYL\nui1FW12y+iRUKEz2mN+FsvIyVgxeh5GOkcR+MSe3s+d0DEPajcCtel2p50s8m8CW+I30bNuXek4N\nFJr3x/cwef5PpDxM5vteoz95/FvMTCuya7OyFM9UdnWtjbKyMrduKaZP/79OpZGv5B0+Pi0xMTFl\n61ZxUbEPUVdTJ6xdF44nHeXBQ3Gp2O7tegGwabeotICBriEhPmHEHt9NxmvRCkO9ffvz9OUTDl0S\n3bT1qdUaaxMbVh8SrySkrqrBEJ/hnH9wjpPJ8pNpBjceRvzgI7hVq8tv8b/gu7Q5EacWc+vFDYXD\n8GSRX5zP3Yw7JNzZz/LTSxm/exT+Ed44T7Ojw5og5h+bjZJAiTHeE4gblMjBIccY3OR7hYuCAKRm\n3qfnyq6MiRqOg2kN9o1KpEujbjL99o9fPqLn/C4UFhewa9Iuqps7SD73sxT+3PgrDWt6MDhomNTz\nPc14wqSIH3G1r83obp/nplm2eTEJx+MY0XsM3h4tP+scAGqqFdFLRcWKuWsA1NX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EMDez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\nhNBiUvJCCKHFpOSFEEKLSckLIYQW+z9y2uMzT1JiiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1137d70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x, y = np.random.multivariate_normal([0, 0], [[-1, 5], [-5, 1]], size=300).T\n",
    "pal = sns.dark_palette('green', as_cmap=True)\n",
    "sns.kdeplot(x, y, cmap=pal)# 使用调色板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
